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Inductive logic programming at 30 [PDF]
Inductive logic programming (ILP) is a form of logic-based machine learning. The goal is to induce a hypothesis (a logic program) that generalises given training examples. As ILP turns 30, we review the last decade of research. We focus on (i) new meta-level search methods, (ii) techniques for learning recursive programs, (iii) new approaches for ...
Andrew Cropper+3 more
arxiv +5 more sources
A History of Probabilistic Inductive Logic Programming [PDF]
The field of Probabilistic Logic Programming (PLP) has seen significant advances in the last 20 years, with many proposals for languages that combine probability with logic programming.
Fabrizio eRiguzzi+2 more
doaj +4 more sources
The Prioritized Inductive Logic Programs [PDF]
The limit behavior of inductive logic programs has not been explored, but when considering incremental or online inductive learning algorithms which usually run ongoingly, such behavior of the programs should be taken into account. An example is given to show that some inductive learning algorithm may not be correct in the long run if the limit ...
Ma, Shilong, Sui, Yuefei, Xu, Ke
arxiv +3 more sources
Rule Learning over Knowledge Graphs: A Review [PDF]
Compared to black-box neural networks, logic rules express explicit knowledge, can provide human-understandable explanations for reasoning processes, and have found their wide application in knowledge graphs and other downstream tasks.
Wu, Hong+4 more
doaj +1 more source
المنطق الماصدقي: تاريخه وخصائصه وتطبيقاته [PDF]
لم يُعرف التمييز بين حدي القضية - المفهوم والماصدق - بشکلٍ انفصالي کلٌ على حدة إلاَّ في وقتٍ متأخر؛ فکل قضية تتکون من حدين هما المفهوم والماصدق، والعلاقة بينهما عکسية کما نعلم؛ کلما زاد المفهوم قل الماصدق والعکس، لکن هذا لا يعني القول بأحدهما فقط دون ...
محمد سيد محمد أبوالعلا
doaj +1 more source
Extending Coinductive Logic Programming with Co-Facts [PDF]
We introduce a generalized logic programming paradigm where programs, consisting of facts and rules with the usual syntax, can be enriched by co-facts, which syntactically resemble facts but have a special meaning.
Davide Ancona+2 more
doaj +1 more source
Program Logics for Homogeneous Generative Run-Time Meta-Programming [PDF]
This paper provides the first program logic for homogeneous generative run-time meta-programming---using a variant of MiniML by Davies and Pfenning as its underlying meta-programming language.
Martin Berger, Laurence Tratt
doaj +1 more source
Knowledge Discovery in Variant Databases Using Inductive Logic Programming
Understanding the effects of genetic variation on the phenotype of an individual is a major goal of biomedical research, especially for the development of diagnostics and effective therapeutic solutions.
Hoan Nguyen+3 more
doaj +2 more sources
Induction of Non-monotonic Logic Programs To Explain Statistical Learning Models [PDF]
We present a fast and scalable algorithm to induce non-monotonic logic programs from statistical learning models. We reduce the problem of search for best clauses to instances of the High-Utility Itemset Mining (HUIM) problem.
Farhad Shakerin
doaj +1 more source
Industries widely use three-phase inductive loads, such as induction motors, due to their cost-effectiveness, low maintenance, reliability, and durability.
Amir Hamza+4 more
doaj +1 more source